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<p class="MsoNormal" align="center" style="text-align:center"><b><span style="font-size:36.0pt;font-family:"Open Sans",sans-serif;color:white">Save The Date</span></b><b><span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:white"><o:p></o:p></span></b></p>
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<p class="MsoNormal" align="center" style="text-align:center"><b><span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#808FA6"><a href="https://blogs.uoregon.edu/sdsnetwork/" target="_blank"><span style="font-size:18.0pt;font-family:"Open Sans",sans-serif;color:#104735;font-weight:normal">SDS
Network</span></a></span></b><b><span style="font-size:18.0pt;font-family:"Open Sans",sans-serif;color:#104735"> Invited Colloquium</span></b><b><span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#808FA6">
<o:p></o:p></span></b></p>
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<p class="MsoNormal" align="center" style="text-align:center"><i><span style="font-size:15.0pt;font-family:"Open Sans",sans-serif;color:#0C1D32">Deep Learning for Predicting Depression and
</span></i><b><span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#808FA6"><o:p></o:p></span></b></p>
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<p class="MsoNormal" align="center" style="text-align:center"><i><span style="font-size:15.0pt;font-family:"Open Sans",sans-serif;color:#0C1D32">Anxiety from Spoken Language</span></i><b><span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#808FA6"><o:p></o:p></span></b></p>
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<p class="MsoNormal" align="center" style="text-align:center"><b><span style="font-size:12.0pt;font-family:"Open Sans",sans-serif;color:black">Dr. Elizabeth Shriberg </span></b><b><span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#808FA6"><o:p></o:p></span></b></p>
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<p class="MsoNormal" align="center" style="text-align:center"><b><span style="font-size:10.5pt;font-family:"Open Sans",sans-serif;color:#0C1D32">October 16, 2020</span></b><b><span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#808FA6"><o:p></o:p></span></b></p>
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<p class="MsoNormal" align="center" style="text-align:center"><b><span style="font-size:10.5pt;font-family:"Open Sans",sans-serif;color:#0C1D32">1:30-3:00 p.m. PST</span></b><b><span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#808FA6"><o:p></o:p></span></b></p>
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<p class="MsoNormal" align="center" style="text-align:center"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:white"><a href="https://urldefense.com/v3/__https:/oregon.qualtrics.com/jfe/form/SV_bx4862NYcmcnNg9__;!!C5qS4YX3!XOuDAPFLxffMTm3Bs5-MN0EESFaOjwxJj5DQioA89VGClJ10O5RhT0dB6ihwsd4$"><span style="font-size:12.0pt;font-family:"Open Sans",sans-serif;color:white;text-decoration:none">RSVP</span></a><o:p></o:p></span></p>
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<span style="color:white"><img border="0" width="5" height="1" style="width:.052in;height:.0104in" id="_x0000_i1035" src="https://imgssl.constantcontact.com/letters/images/1101116784221/S.gif"></span><o:p></o:p></p>
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<img border="0" width="5" height="1" style="width:.052in;height:.0104in" id="_x0000_i1034" src="https://imgssl.constantcontact.com/letters/images/sys/S.gif"><o:p></o:p></p>
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<p class="MsoNormal"><b><span style="font-size:12.0pt;font-family:"Open Sans",sans-serif;color:#104735">Abstract:
</span></b><span style="font-size:9.0pt;font-family:"Open Sans",sans-serif;color:black">Depression and anxiety are globally prevalent and debilitating conditions that are often under-diagnosed. Digital health solutions can play a critical role in the management
of behavioral health by scaling capacity for screening and for remote monitoring of patients between provider visits. Speech technology offers promise because speaking is natural, engaging, carries meaning, and requires only a microphone. </span><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#172B4D">
<o:p></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:9.0pt;font-family:"Open Sans",sans-serif;color:black">This talk describes recent work at Ellipsis Health, a San Francisco start-up, on two deep learning models developed for this purpose. One model uses natural language
processing. The other uses speech acoustics. Both models employ transfer learning. Speech data come from two corpora representing a total of over 11,000 users who interacted with an application. PHQ-8 and GAD-7 labels are used for supervised training and model
evaluation. </span><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#172B4D"><o:p></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:9.0pt;font-family:"Open Sans",sans-serif;color:black">Results are presented for both depression and anxiety, showing that binary classification rates are near or above 0.80 AUC. Further analyses explore the effect
of training data size, effect of test sample length, and portability over different patient demographics such as age, gender, and ethnicity. Finally, the talk shares some lessons learned and remaining challenges for real-word deployments in this domain. </span><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#172B4D"><o:p></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:9.0pt;font-family:"Open Sans",sans-serif;color:black">Dr. Elizabeth Shriberg is a speech scientist with over 25 years of experience in the analysis and computational modeling of spoken language. She is currently Chief
Science Officer at Ellipsis Health, a San Francisco start-up developing artificial intelligence solutions based on spoken conversation analysis, to advance behavioral health. She is also an Affiliate of Johns Hopkins University / HLTCOE in Baltimore, MD, and
an External Fellow of the International Computer Science Institute in Berkeley, CA. Prior to Ellipsis she was a Principal Scientist at SRI International in Menlo Park, CA, leading data science and machine learning teams working on government and commercial
R&D efforts in speech-based emotion and affective computing, health monitoring, speech understanding, dialog modeling, computational prosody, speaker verification, and modeling of speech disfluencies. Dr. Shriberg was also a Principal Researcher at Microsoft
Research in Mountain View, CA, developing methods for natural conversation with machines. She has published over 300 papers and patents and is a Fellow of the International Speech Communication Association and of SRI International. Dr. Shriberg serves on international
academic association, conference, and journal boards. She also advises multiple startups working in conversational AI. </span><b><span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#808FA6"><o:p></o:p></span></b></p>
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